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Gamifying Massive Online Courses: Effects on the Social Networks and Course Completion Rates

Luis de‐Marcos, Antonio García‐Cabot, Eva García‐López, Raúl Ramírez-Velarde, António Teixeira, José-Javier Martínez-Herráiz

2020Applied Sciences20 citationsDOIOpen Access PDF

Abstract

This paper analyzes the effects of gamification in the social network of a massive online course. An educational social-networking platform gathered information about the contributions of participants and about the social networks that were formed during the course. A gamification layer with three game elements (points, badges, and leaderboard) was then implemented in the online learning platform. Social network analysis (SNA) and principal component analysis (PCA) were used to analyze the differences between a treatment and a comparison group (N = 591 and N = 427), using a set of 20 variables for each participant which quantified contributions to the learning platform as well as position and influence in the social network. The results of SNA show that gamification influences the structure of the social network of the course. The results also suggest that the variables cluster similarly for each group and that the linear combination of variables called the first component (F1) is a good descriptor of students’ work and position in the network. F1 can be used to build predictive models of course completion. The models show that the probability of passing the course increases more rapidly in the treatment (gamified) group.

Topics & Concepts

Social network analysisSocial network (sociolinguistics)Computer scienceSet (abstract data type)Course (navigation)Principal component analysisArtificial intelligenceMathematics educationPsychologyWorld Wide WebSocial mediaEngineeringProgramming languageAerospace engineeringOnline Learning and AnalyticsEducational Games and GamificationImpact of Technology on Adolescents
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